Skill

experimental-design

Designs experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpretable. Use whenever someone is planning a study, asks how to assign subjects/samples to groups, mentions randomization, blocking, stratification, controls, factorial or fractional-factorial designs, design of experiments (DOE), screening many factors, response-surface optimization, crossover or repeated-measures or split-plot designs, cluster/group randomization, Latin squares, plate layouts, batch/run-order effects, replication vs. pseudoreplication, or sequential/adaptive/group-sequential designs. Trigger even for informal phrasings like "how should I set up this experiment", "how do I avoid confounding", "what's the best way to test these 6 factors", or "assign these mice to conditions". For computing the sample size or power once the design is chosen, use statistical-power; for analyzing data already collected, use statistical-analysis.

○ declared by the publisher, as-is
Safety
BB: 4 or more lows, or any medium1 severity-bearing
Reliability & Quality
n/anot yet graded
Cost
n/anot assessed
Popularity
4335Forks
Performance tested for◌ not assessed
no controlled task evaluation on this release
Repo★ 48.2k ○4.3k forks203 watchers23 open issueslast commit 4d old when scanned
· context signals ↓
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Re-assessed 2w ago · 6 of 7 categories assessed
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Custody chainSource ↗○ linked, not verified by Vettd
k-dense-ai ◐k-dense-ai/scientific-agent-skills ○v1.5 = 92ace75 ◐ sha256:c4bc…f8b3 ◐ signature △ not assessedMIT license ○record 217be49c-76a7-4c52-bf59-466b430cc2e2 · live
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Evidence · 6 of 7 categories · 30 signals
Safety● gradedBmost recent 2w ago4 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was established4 signals · vettd · scan
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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References external URL — review for indirect prompt injection riskflaggedExternal URL(s) detected in SKILL.md — referenced content can change after auditvettd · scan · 2wMedium
Secrets scan passednothing foundNo secrets or unsafe code patterns were detected.vettd · scan · 2wnothing found
behavioral scan passednothing foundNo prompt-injection or jailbreak signals were detected.vettd · scan · 2wnothing found
Name validation passednothing foundThe declared skill name follows the supported naming rules.vettd · scan · 2wnothing found
Reliability & Quality● gradednot yet gradedmost recent 2w ago7 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was established7 signals · vettd · scan
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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Internal reference resolution completednothing foundAll body-referenced paths under references/, scripts/, and assets/ resolved in the bundle.vettd · scan · 2wnothing found
Checklist patternreadvettd · scan · 2wabsent
Description usage contextreadvettd · scan · 2wpresent
Examplesreadvettd · scan · 2wpresent
Gotchas sectionreadvettd · scan · 2wabsent
Step-by-step workflowreadvettd · scan · 2wpresent
Validation loopreadvettd · scan · 2wpresent
Performance● measured1 measuredmost recent 2w ago2 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was establishedtiktoken/cl100k_base/skill-md-body · 2 signals · vettd · scan
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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Progressive disclosurereadvettd · scan · 2wpresent
Static context tokensmeasuredvettd · scan · 2w3494
Cost◌ not assessednot assessed0 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was establishednot assessed; no producer has emitted into this category
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
Not assessed; no producer has emitted into cost for this asset. That is different from a check that ran and found nothing, which the record would carry as a row of its own.
Compatibility◌ unjudgednot judgedmost recent 2w ago8 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was established8 signals · vettd · scan
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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CLI helpreadvettd · scan · 2wpresent
Declared environment assumptionsreadvettd · scan · 2wRequires Python >=3.12 with numpy, pandas, and pydoe 1.5.0 (DOE matrices). Network access is needed only to install packages; no credentials are required.
Declared skill namereadvettd · scan · 2wexperimental-design
Declared required toolreadvettd · scan · 2wBash
Declared required toolreadvettd · scan · 2wEdit
Declared required toolreadvettd · scan · 2wRead
Declared required toolreadvettd · scan · 2wWrite
Structured outputreadvettd · scan · 2wabsent
Popularity◇ context onlynot judgedmost recent 1w ago5 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was establishedgithub-repo-object · 5 signals · github-api · research
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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Forksmeasuredgithub-api · research · 1w4335
Days since last commitmeasuredgithub-api · research · 1w4 days
Open issuesmeasuredgithub-api · research · 1w23
Starsmeasuredgithub-api · research · 1w48163
Watchersmeasuredgithub-api · research · 1w203
Characteristics◇ context onlynot judgedmost recent 1w ago4 signalsrecord 217be49c-76a7-4c52-bf59-466b430cc2e2
how it was establishedbundle-extension-share · 4 signals · 2 sources · research/scan
vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --json
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Declared licensereadvettd · scan · 2wMIT license
Primary bundle languageobservedvettd · scan · 2w · conf mediumMarkdown
Repository linkreadvettd · scan · 2wabsent
Archivedreadgithub-api · research · 1wfalse
Coverage6 of 7 categories assessed · shown
Safety
✓ assessed
Secrets scan passed · behavioral scan passed · Name validation passed
Reliability & Quality
✓ assessed
Internal reference resolution completed
Performance
✓ assessed
2 signals recorded
Cost
△ not assessed
no producer has emitted for this category
Compatibility
✓ assessed
8 signals recorded
Popularity
✓ assessed
5 signals recorded
Characteristics
✓ assessed
4 signals recorded
Freshness & re-evaluation
assessed2w ago · Cisco AI Defense · Vettd core● current
source stateThe source matches what was scanned. No changes detected.Up to date
re-check policyre-checked against the upstream source on the scheduler's cadencenext check in 2h
re-run whena new release ships, the upstream source changes, or the scanner ruleset is revisedauto-scheduled
Limitations & open conflicts
limitationCost is not assessed: behaviour there is unmeasured, not clean△ gap
limitationReliability & Quality carries rows but no severity-bearing one: nothing has been graded there△ gap
conflictno two sources report the same quantity on this record
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What record 217be49c-76a7-4c52-bf59-466b430cc2e2 covers
scannerv11● current
validityassessed 2w ago · Up to date
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How this record comparesagainst other published records · full comparison →
Signal kinds
▲ finding: something to act on, carries a severity● measurement: a reproducible quantityƒ estimate: inferred from a sample▪ fact: read directly off the artifact◆ classification: assigned from a taxonomy◌ nothing found: a producer looked and emitted no object◇ context only: described, never graded
Custody marks
◐ computed by vettd○ declared by the publisher, as-is△ not assessed: nothing looked
$ vettd directory view 217be49c-76a7-4c52-bf59-466b430cc2e2 --jsonas JSON ↗